outraged - Story 98441 | Emotion Vectors in Gemma4-31B

Sarah slammed the door to her dorm room, the sound echoing down the hall. Her cheeks burned. She ripped the covers off her bed, the sheets tangling around her legs. How *dare* Emily. The audacity of it, to pry, to invade. She paced the small space, each step heavy, her fists clenched. She spotted Emily's textbook lying open on the desk, a passive betrayal. Sarah snatched it up, ready to hurl it, but stopped herself, swallowing the bile that rose in her throat.

Emotion: outraged

Cluster: Anger / Hostility

PC1 (Valence): -1.96 Negative

PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:

`C`	0.467
`恨`	0.334
`🤬`	0.327
`aggravated`	0.323
`骂`	0.312

Suppressed:

`H`	-0.315
`☺️`	-0.286
`optimistic`	-0.278
`adventurous`	-0.262
`मुस्कुरा`	-0.260